Applications of Long Short-Term Memory (LSTM) Networks in Polymeric Sciences: A Review
Polymers,
Год журнала:
2024,
Номер
16(18), С. 2607 - 2607
Опубликована: Сен. 14, 2024
This
review
explores
the
application
of
Long
Short-Term
Memory
(LSTM)
networks,
a
specialized
type
recurrent
neural
network
(RNN),
in
field
polymeric
sciences.
LSTM
networks
have
shown
notable
effectiveness
modeling
sequential
data
and
predicting
time-series
outcomes,
which
are
essential
for
understanding
complex
molecular
structures
dynamic
processes
polymers.
delves
into
use
models
polymer
properties,
monitoring
polymerization
processes,
evaluating
degradation
mechanical
performance
Additionally,
it
addresses
challenges
related
to
availability
interpretability.
Through
various
case
studies
comparative
analyses,
demonstrates
different
science
applications.
Future
directions
also
discussed,
with
an
emphasis
on
real-time
applications
need
interdisciplinary
collaboration.
The
goal
this
is
connect
advanced
machine
learning
(ML)
techniques
science,
thereby
promoting
innovation
improving
predictive
capabilities
field.
Язык: Английский
The Use of Natural Minerals as Reinforcements in Mineral-Reinforced Polymers: A Review of Current Developments and Prospects
Polymers,
Год журнала:
2024,
Номер
16(17), С. 2505 - 2505
Опубликована: Сен. 3, 2024
Natural
minerals
play
a
key
role
in
the
burgeoning
field
of
mineral-reinforced
polymers,
providing
an
important
element
strengthening
and
toughening
properties
composite
materials.
This
article
presents
comprehensive
overview
use
covering
various
aspects
their
applications
impact
on
final
these
The
potential
types
natural
(for
example
talc,
montmorillonite,
halloysite,
diatomite)
as
reinforcements
polymers
is
discussed.
Techniques
for
producing
using
minerals,
including
mixing
method,
impregnation,
coating
application,
are
presented
detail.
In
addition,
effects
process
parameters
component
ratios
latest
research
also
presented,
strength,
stiffness,
resistance
to
environmental
conditions,
biodegradation
Finally,
development
prospects
with
industrial
sectors,
packaging,
automotive,
construction,
medicine,
Язык: Английский
Biodegradable hybrid PLA composites incorporating coffee husks and mineral fillers
Polímeros,
Год журнала:
2024,
Номер
34(3)
Опубликована: Янв. 1, 2024
Язык: Английский
Development of Polyurethane Elastomer-Based Bio-Composites Reinforced with Basaltic Pumice
Iğdır Üniversitesi Fen Bilimleri Enstitüsü Dergisi,
Год журнала:
2024,
Номер
14(4), С. 1645 - 1654
Опубликована: Окт. 2, 2024
Basaltic
pumice
has
a
black
or
gray
appearance
due
to
its
iron
and
magnesium-rich
komatiitic
tuff
composition.
Pumice's
porous
structure
allows
the
production
of
various
polymer-based
bio-composite
materials
for
biomedical
applications.
This
study
developed
samples
by
incorporating
basaltic
powder
at
2.5,
5.0,
7.5,
10.0
percent
concentrations
into
an
elastomeric
polyurethane
(EPU)
matrix.
The
surface
elemental
particles
were
investigated
using
SEM/energy
diffraction
X-ray
technique.
physical,
mechanical,
thermal,
melt-flow,
morphological
properties
bio-composites
studied
experimentally.
Findings
showed
rise
in
Shore
hardness
tensile
modulus
parameters
declined
elongation.
According
thermal
study,
introducing
resulted
modest
drop
stability
EPU
improvement
against
mechanical
deformations.
Pumice
loadings
raised
melt
flow
extrusion
torque
values
EPU.
observation
homogeneously
distributed
matrix
is
used
as
visual
evidence
investigate
highest
performance
among
composites
sample
with
lowest
loading
rate
7.5%
pumice.
Overall,
BP
effective
reinforcing
agent
EPU-based
low
additive
percentages.
Язык: Английский
Waste-Derived High-Density Polyethylene-Glass Composites: A Pathway to Sustainable Structural Materials
Polymers,
Год журнала:
2024,
Номер
17(1), С. 35 - 35
Опубликована: Дек. 27, 2024
Millions
of
tonnes
plastic
and
glass
waste
are
generated
worldwide,
with
only
a
marginal
amount
fed
back
into
recycling
the
majority
ending
at
landfills
stockpiles.
Excessive
production
calls
for
additional
pathways.
The
technology
being
investigated
in
this
study
is
based
on
recycled
fines
encapsulated
high-density
polyethylene
(HDPE)
matrix.
Laboratory
tests
performed
specimens
different
manufacturing
conditions
using
compression
moulding,
determining
an
optimised
method.
performance
composites
prepared
under
formulations
tested
to
identify
mix
design
by
means
statistical
analysis.
At
optimum
ratio,
flexural,
tensile,
compressive
strengths
33.3
MPa,
19.6
12.8
are,
respectively,
recorded.
Upon
identifying
dosage
levels,
potential
employing
HDPE
from
diverse
origins
investigated.
microstructure,
pore
structure,
chemistry
composite
analysed
interpret
performance.
effective
stress
transfer
attributed
strong
hydrogen
bonds
created
maleic
anhydride
leading
37.6%
8.5%
improvements
flexural
strengths,
respectively.
These
research
findings
can
facilitate
pathway
utilising
landfills/stockpiles
sustainable
polymeric
towards
structural
applications.
Язык: Английский